orbit
Time series forecaster
A Python package for Bayesian time series forecasting and inference with probabilistic programming languages under the hood.
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
2k stars
36 watching
134 forks
Language: Python
last commit: 4 months ago arimabayesianbayesian-methodsbayesian-statisticschangepointexponential-smoothingforecastforecastingmachine-learningorbitprobabilisticprobabilistic-programmingpyropystanpythonpytorchregressionregression-modelsstantime-series
Related projects:
Repository | Description | Stars |
---|---|---|
johannfaouzi/pyts | A Python package for time series classification and analysis | 1,772 |
jpeg729/pytorch_bits | An experimental framework for developing and testing deep learning models on time-series prediction tasks | 79 |
microprediction/timemachines | Provides a simple and unified interface to various univariate time-series prediction algorithms | 405 |
blue-yonder/pydse | A tool for estimating dynamic systems from time series data | 40 |
alkaline-ml/pmdarima | A statistical library for time series analysis and forecasting | 1,594 |
skforecast/skforecast | A Python library for building machine learning models to forecast time series data | 1,156 |
nixtla/mlforecast | A Python library for scalable machine learning-based time series forecasting with efficient feature engineering and out-of-the-box compatibility. | 899 |
cerlymarco/tsmoothie | A Python library providing fast and efficient smoothing and outlier detection techniques for time series data. | 741 |
sktime/skpro | A Python framework for probabilistic regression and prediction tasks | 249 |
rjt1990/pyflux | A comprehensive time series modeling library with various statistical models and inference methods. | 2,111 |
bmander/busbuzzard | Analyzes GPS data to infer probabilistic schedules from transit vehicle movements | 10 |
fzj-iek3-vsa/tsam | A Python package for aggregating and analyzing time series data to accelerate model runs | 148 |
satellogic/orbit-predictor | A Python library for predicting the orbits of Earth-orbiting objects | 140 |
ai4s2s/s2spy | A tool to improve data-driven forecasting by integrating expert knowledge and AI | 20 |
pysteps/pysteps | A Python framework for ensemble prediction and forecast verification in various weather-related fields | 469 |